3 papers
cs.CL2025
MedRECT: A Medical Reasoning Benchmark for Error Correction in Clinical Texts
Naoto Iwase, Hiroki Okuyama, Junichiro Iwasawa
Large language models (LLMs) show increasing promise in medical applications, but their ability to detect and correct errors in clinical texts -- a prerequisite for safe deployment…
cs.CV2025
Frequency-Calibrated Membership Inference Attacks on Medical Image Diffusion Models
Xinkai Zhao, Yuta Tokuoka, Junichiro Iwasawa +1
The increasing use of diffusion models for image generation, especially in sensitive areas like medical imaging, has raised significant privacy concerns. Membership Inference Attac…
cs.CL2025
Stabilizing Reasoning in Medical LLMs with Continued Pretraining and Reasoning Preference Optimization
Wataru Kawakami, Keita Suzuki, Junichiro Iwasawa
Large Language Models (LLMs) show potential in medicine, yet clinical adoption is hindered by concerns over factual accuracy, language-specific limitations (e.g., Japanese), and cr…